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Final
Violent Crimes in Los Angeles, California (2010-2023)
About The Data
The data sets used in this study contain nearly three million reported crimes from 2010-2023. There are 28 attributes. In this study, only crimes considered violent are analyzed. These crimes are: Homicide, Rape, Robbery, and Aggravated Assault. To clean the data, we:
Removed duplicate rows
Removed unnecessary columns
Removed ‘non-violent’ crimes
Set NA values to 0
Added population variable
Number of Crimes (2020-2023)
Total
Per Area
Figure 1: Image of Los Angeles 21 Distinct Areas [1]
Homicides (2020-2023)
Picking joint bandwidth of 330
Rapes (2020-2023)
Picking joint bandwidth of 238
Robbery (2020-2023)
Picking joint bandwidth of 142
Aggravated Assaults (2020-2023)
Picking joint bandwidth of 123
Crime From 2010 to 2023
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Quantitative Analysis
Pearson's Chi-squared test
data: contingency_table
X-squared = 1439.1, df = 60, p-value < 2.2e-16References
[1] LAPD's main map, digital image, Los Angeles Community Policing, accessed December 13, 2023,
< http://www.lacp.org/CP%20Tutorial/LAPD%20-%20main%20map.html>